mirror of
https://github.com/TauricResearch/TradingAgents.git
synced 2026-08-01 19:34:24 +03:00
fix(graph): key checkpoints on graph shape and expose the LLM retry budget
- checkpoint resume keyed only by ticker+date silently continued the old graph under a different analyst selection / depth / asset mode; fold a run signature into the thread id #1089 - add llm_max_retries + TRADINGAGENTS_LLM_MAX_RETRIES, forwarded to every provider when set (int-coerced, rejects negatives/booleans), so a 429 burst can't abort a run #1091
This commit is contained in:
@@ -140,5 +140,79 @@ class TestCheckpointResume(unittest.TestCase):
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self.assertTrue(has_checkpoint(self.tmpdir, self.ticker, self.date))
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self.assertTrue(has_checkpoint(self.tmpdir, self.ticker, self.date))
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class TestCheckpointSignature(unittest.TestCase):
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"""A different graph shape (analyst selection / depth / asset mode) must not
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resume the previous run's checkpoint (#1089)."""
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def setUp(self):
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self.tmpdir = tempfile.mkdtemp()
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self.ticker = "TEST"
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self.date = "2026-04-20"
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def test_empty_signature_is_legacy_id(self):
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self.assertEqual(
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thread_id(self.ticker, self.date),
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thread_id(self.ticker, self.date, ""),
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)
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def test_signature_changes_thread_id(self):
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legacy = thread_id(self.ticker, self.date)
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sig_a = thread_id(self.ticker, self.date, "analysts=market,news|asset=stock")
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sig_b = thread_id(self.ticker, self.date, "analysts=market|asset=stock")
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self.assertNotEqual(sig_a, sig_b) # different graph shapes differ
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self.assertNotEqual(legacy, sig_a) # signature-keyed differs from legacy
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self.assertEqual( # same inputs are stable
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sig_a, thread_id(self.ticker, self.date, "analysts=market,news|asset=stock")
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)
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def test_different_signature_starts_fresh(self):
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global _should_crash
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builder = _build_graph()
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sig1 = "analysts=market,news,fundamentals|asset=stock"
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sig2 = "analysts=market|asset=stock" # dropped analysts -> different graph
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_should_crash = True
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tid1 = thread_id(self.ticker, self.date, sig1)
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with get_checkpointer(self.tmpdir, self.ticker) as saver:
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graph = builder.compile(checkpointer=saver)
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with self.assertRaises(RuntimeError):
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graph.invoke({"count": 0}, config={"configurable": {"thread_id": tid1}})
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self.assertTrue(has_checkpoint(self.tmpdir, self.ticker, self.date, sig1))
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# A different graph shape has no checkpoint to resume from.
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self.assertFalse(has_checkpoint(self.tmpdir, self.ticker, self.date, sig2))
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_should_crash = False
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tid2 = thread_id(self.ticker, self.date, sig2)
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self.assertNotEqual(tid1, tid2)
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with get_checkpointer(self.tmpdir, self.ticker) as saver:
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graph = builder.compile(checkpointer=saver)
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result = graph.invoke({"count": 0}, config={"configurable": {"thread_id": tid2}})
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self.assertEqual(result["count"], 11)
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# sig1's checkpoint remains untouched.
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self.assertTrue(has_checkpoint(self.tmpdir, self.ticker, self.date, sig1))
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def test_run_signature_captures_graph_shape(self):
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from tradingagents.graph.trading_graph import TradingAgentsGraph
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# Build a bare instance to exercise the pure helper without heavy __init__.
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g = object.__new__(TradingAgentsGraph)
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g.selected_analysts = ("market", "news")
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g.config = {"max_debate_rounds": 1, "max_risk_discuss_rounds": 1}
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base = g._run_signature("stock")
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self.assertNotEqual(base, g._run_signature("crypto")) # asset mode
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g.selected_analysts = ("market",)
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self.assertNotEqual(base, g._run_signature("stock")) # analyst selection
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g.selected_analysts = ("market", "news")
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g.config = {"max_debate_rounds": 3, "max_risk_discuss_rounds": 1}
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self.assertNotEqual(base, g._run_signature("stock")) # debate depth
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g.config = {"max_debate_rounds": 1, "max_risk_discuss_rounds": 5}
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self.assertNotEqual(base, g._run_signature("stock")) # risk depth
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# Stable for identical inputs.
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g.config = {"max_debate_rounds": 1, "max_risk_discuss_rounds": 1}
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self.assertEqual(base, g._run_signature("stock"))
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if __name__ == "__main__":
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if __name__ == "__main__":
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unittest.main()
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unittest.main()
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100
tests/test_llm_max_retries.py
Normal file
100
tests/test_llm_max_retries.py
Normal file
@@ -0,0 +1,100 @@
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"""Configurable LLM SDK retry budget (#1090/#1091).
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A single transient 429 burst used to kill an otherwise-healthy multi-agent run
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because each provider SDK's max_retries (default 2) was not exposed. This adds an
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opt-in llm_max_retries knob forwarded to every provider chat client.
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"""
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from __future__ import annotations
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import importlib
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import pytest
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import tradingagents.default_config as default_config_module
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from tradingagents.graph.trading_graph import TradingAgentsGraph, _coerce_max_retries
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# --- coercion / validation -------------------------------------------------
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@pytest.mark.unit
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@pytest.mark.parametrize("value,expected", [(0, 0), (2, 2), (10, 10), ("6", 6)])
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def test_coerce_accepts_non_negative_ints_and_numeric_strings(value, expected):
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assert _coerce_max_retries(value) == expected
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@pytest.mark.unit
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@pytest.mark.parametrize("bad", [-1, "-3"])
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def test_coerce_rejects_negative(bad):
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with pytest.raises(ValueError, match=">= 0"):
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_coerce_max_retries(bad)
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@pytest.mark.unit
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@pytest.mark.parametrize("bad", [True, False])
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def test_coerce_rejects_booleans(bad):
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with pytest.raises(ValueError, match="boolean"):
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_coerce_max_retries(bad)
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@pytest.mark.unit
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@pytest.mark.parametrize("bad", ["abc", "1.5", None])
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def test_coerce_rejects_non_integers(bad):
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with pytest.raises(ValueError, match="integer"):
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_coerce_max_retries(bad)
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# --- forwarding into provider kwargs --------------------------------------
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def _bare_graph(config):
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g = object.__new__(TradingAgentsGraph)
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g.config = config
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return g
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@pytest.mark.unit
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def test_not_forwarded_when_unset():
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kwargs = _bare_graph({"llm_provider": "openai", "llm_max_retries": None})._get_provider_kwargs()
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assert "max_retries" not in kwargs
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@pytest.mark.unit
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@pytest.mark.parametrize("provider", ["openai", "anthropic", "google"])
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def test_forwarded_across_providers(provider):
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kwargs = _bare_graph({"llm_provider": provider, "llm_max_retries": 6})._get_provider_kwargs()
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assert kwargs["max_retries"] == 6
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@pytest.mark.unit
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def test_forwarded_env_string_is_coerced():
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# env vars arrive as strings; the consumer coerces (like temperature)
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kwargs = _bare_graph({"llm_provider": "openai", "llm_max_retries": "4"})._get_provider_kwargs()
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assert kwargs["max_retries"] == 4
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@pytest.mark.unit
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def test_invalid_config_value_fails_loudly():
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with pytest.raises(ValueError):
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_bare_graph({"llm_provider": "openai", "llm_max_retries": -1})._get_provider_kwargs()
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# --- env overlay -----------------------------------------------------------
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def _reload_with_env(monkeypatch, **overrides):
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for key in list(default_config_module._ENV_OVERRIDES):
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monkeypatch.delenv(key, raising=False)
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for key, val in overrides.items():
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monkeypatch.setenv(key, val)
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return importlib.reload(default_config_module)
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@pytest.mark.unit
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def test_default_is_none(monkeypatch):
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dc = _reload_with_env(monkeypatch)
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assert dc.DEFAULT_CONFIG["llm_max_retries"] is None
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@pytest.mark.unit
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def test_env_override_sets_config(monkeypatch):
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dc = _reload_with_env(monkeypatch, TRADINGAGENTS_LLM_MAX_RETRIES="8")
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# None-default key: env value arrives as a string and is coerced downstream.
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assert dc.DEFAULT_CONFIG["llm_max_retries"] == "8"
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assert _coerce_max_retries(dc.DEFAULT_CONFIG["llm_max_retries"]) == 8
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@@ -18,6 +18,7 @@ _ENV_OVERRIDES = {
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"TRADINGAGENTS_CHECKPOINT_ENABLED": "checkpoint_enabled",
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"TRADINGAGENTS_CHECKPOINT_ENABLED": "checkpoint_enabled",
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"TRADINGAGENTS_BENCHMARK_TICKER": "benchmark_ticker",
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"TRADINGAGENTS_BENCHMARK_TICKER": "benchmark_ticker",
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"TRADINGAGENTS_TEMPERATURE": "temperature",
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"TRADINGAGENTS_TEMPERATURE": "temperature",
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"TRADINGAGENTS_LLM_MAX_RETRIES": "llm_max_retries",
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# Provider-specific reasoning/thinking knobs (None = each provider's own
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# Provider-specific reasoning/thinking knobs (None = each provider's own
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# default). Settable here for non-interactive runs; the CLI also offers an
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# default). Settable here for non-interactive runs; the CLI also offers an
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# interactive choice, which is skipped when the matching var is set.
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# interactive choice, which is skipped when the matching var is set.
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@@ -95,6 +96,10 @@ DEFAULT_CONFIG = _apply_env_overrides({
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# variation on models that honor it; reasoning models largely ignore it
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# variation on models that honor it; reasoning models largely ignore it
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# and no setting makes LLM output bit-identical across runs (see README).
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# and no setting makes LLM output bit-identical across runs (see README).
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"temperature": None,
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"temperature": None,
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# SDK retry budget forwarded to every provider chat client. None leaves each
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# provider/SDK at its own default (usually 2). Raise it to ride out bursty
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# 429 throttling on rate-limited deployments instead of aborting a run (#1091).
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"llm_max_retries": None,
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# Checkpoint/resume: when True, LangGraph saves state after each node
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# Checkpoint/resume: when True, LangGraph saves state after each node
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# so a crashed run can resume from the last successful step.
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# so a crashed run can resume from the last successful step.
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"checkpoint_enabled": False,
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"checkpoint_enabled": False,
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@@ -25,9 +25,17 @@ def _db_path(data_dir: str | Path, ticker: str) -> Path:
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return p / f"{safe}.db"
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return p / f"{safe}.db"
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def thread_id(ticker: str, date: str) -> str:
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def thread_id(ticker: str, date: str, signature: str = "") -> str:
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"""Deterministic thread ID for a ticker+date pair."""
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"""Deterministic thread ID for a ticker+date pair.
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return hashlib.sha256(f"{ticker.upper()}:{date}".encode()).hexdigest()[:16]
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``signature`` folds in graph-shape-affecting run choices so a resume under a
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different graph can't reuse this checkpoint (#1089); omitting it keeps the
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legacy ID.
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"""
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base = f"{ticker.upper()}:{date}"
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if signature:
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base = f"{base}:{signature}"
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return hashlib.sha256(base.encode()).hexdigest()[:16]
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@contextmanager
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@contextmanager
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@@ -43,17 +51,17 @@ def get_checkpointer(data_dir: str | Path, ticker: str) -> Generator[SqliteSaver
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conn.close()
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conn.close()
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def has_checkpoint(data_dir: str | Path, ticker: str, date: str) -> bool:
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def has_checkpoint(data_dir: str | Path, ticker: str, date: str, signature: str = "") -> bool:
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"""Check whether a resumable checkpoint exists for ticker+date."""
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"""Check whether a resumable checkpoint exists for ticker+date."""
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return checkpoint_step(data_dir, ticker, date) is not None
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return checkpoint_step(data_dir, ticker, date, signature) is not None
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def checkpoint_step(data_dir: str | Path, ticker: str, date: str) -> int | None:
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def checkpoint_step(data_dir: str | Path, ticker: str, date: str, signature: str = "") -> int | None:
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"""Return the step number of the latest checkpoint, or None if none exists."""
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"""Return the step number of the latest checkpoint, or None if none exists."""
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db = _db_path(data_dir, ticker)
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db = _db_path(data_dir, ticker)
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if not db.exists():
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if not db.exists():
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return None
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return None
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tid = thread_id(ticker, date)
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tid = thread_id(ticker, date, signature)
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with get_checkpointer(data_dir, ticker) as saver:
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with get_checkpointer(data_dir, ticker) as saver:
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config = {"configurable": {"thread_id": tid}}
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config = {"configurable": {"thread_id": tid}}
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cp = saver.get_tuple(config)
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cp = saver.get_tuple(config)
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@@ -73,12 +81,12 @@ def clear_all_checkpoints(data_dir: str | Path) -> int:
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return len(dbs)
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return len(dbs)
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def clear_checkpoint(data_dir: str | Path, ticker: str, date: str) -> None:
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def clear_checkpoint(data_dir: str | Path, ticker: str, date: str, signature: str = "") -> None:
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"""Remove checkpoint for a specific ticker+date by deleting the thread's rows."""
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"""Remove checkpoint for a specific ticker+date by deleting the thread's rows."""
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db = _db_path(data_dir, ticker)
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db = _db_path(data_dir, ticker)
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if not db.exists():
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if not db.exists():
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return
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return
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tid = thread_id(ticker, date)
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tid = thread_id(ticker, date, signature)
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conn = sqlite3.connect(str(db))
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conn = sqlite3.connect(str(db))
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try:
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try:
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for table in ("writes", "checkpoints"):
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for table in ("writes", "checkpoints"):
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@@ -44,6 +44,24 @@ from .signal_processing import SignalProcessor
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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def _coerce_max_retries(value):
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"""Validate an ``llm_max_retries`` value to a non-negative int.
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Accepts an int or a numeric string (env vars arrive as strings). Rejects
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booleans and negatives loudly so a misconfiguration fails at startup rather
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than silently disabling retries.
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"""
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if isinstance(value, bool):
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raise ValueError(f"llm_max_retries must be an integer, not a boolean: {value!r}")
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try:
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n = int(value)
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except (TypeError, ValueError) as exc:
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raise ValueError(f"llm_max_retries must be an integer, got {value!r}") from exc
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if n < 0:
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raise ValueError(f"llm_max_retries must be >= 0, got {n}")
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return n
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class TradingAgentsGraph:
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class TradingAgentsGraph:
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"""Main class that orchestrates the trading agents framework."""
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"""Main class that orchestrates the trading agents framework."""
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@@ -124,6 +142,9 @@ class TradingAgentsGraph:
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self.ticker = None
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self.ticker = None
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self.log_states_dict = {} # date to full state dict
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self.log_states_dict = {} # date to full state dict
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# Graph-shape-affecting run choices, kept for the checkpoint signature.
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self.selected_analysts = tuple(selected_analysts)
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# Set up the graph: keep the workflow for recompilation with a checkpointer.
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# Set up the graph: keep the workflow for recompilation with a checkpointer.
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self.workflow = self.graph_setup.setup_graph(selected_analysts)
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self.workflow = self.graph_setup.setup_graph(selected_analysts)
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self.graph = self.workflow.compile()
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self.graph = self.workflow.compile()
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@@ -156,6 +177,12 @@ class TradingAgentsGraph:
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if temperature is not None and temperature != "":
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if temperature is not None and temperature != "":
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kwargs["temperature"] = float(temperature)
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kwargs["temperature"] = float(temperature)
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# SDK retry budget is cross-provider. Forward it only when explicitly set
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# so each provider keeps its own default (usually 2) otherwise (#1091).
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max_retries = self.config.get("llm_max_retries")
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if max_retries is not None and max_retries != "":
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kwargs["max_retries"] = _coerce_max_retries(max_retries)
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return kwargs
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return kwargs
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def _create_tool_nodes(self) -> dict[str, ToolNode]:
|
def _create_tool_nodes(self) -> dict[str, ToolNode]:
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@@ -318,6 +345,20 @@ class TradingAgentsGraph:
|
|||||||
identity = resolve_instrument_identity(ticker)
|
identity = resolve_instrument_identity(ticker)
|
||||||
return build_instrument_context(ticker, asset_type, identity)
|
return build_instrument_context(ticker, asset_type, identity)
|
||||||
|
|
||||||
|
def _run_signature(self, asset_type: str) -> str:
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||||||
|
"""Graph-shape inputs that must invalidate a checkpoint if changed.
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||||||
|
|
||||||
|
Keyed into the checkpoint thread ID so a resume under a different analyst
|
||||||
|
selection, debate/risk depth, or asset mode starts fresh instead of
|
||||||
|
silently continuing the previous graph (#1089).
|
||||||
|
"""
|
||||||
|
return "|".join([
|
||||||
|
"analysts=" + ",".join(self.selected_analysts),
|
||||||
|
f"debate={self.config['max_debate_rounds']}",
|
||||||
|
f"risk={self.config['max_risk_discuss_rounds']}",
|
||||||
|
f"asset={asset_type}",
|
||||||
|
])
|
||||||
|
|
||||||
def propagate(self, company_name, trade_date, asset_type: str = "stock"):
|
def propagate(self, company_name, trade_date, asset_type: str = "stock"):
|
||||||
"""Run the trading agents graph for a company on a specific date.
|
"""Run the trading agents graph for a company on a specific date.
|
||||||
|
|
||||||
@@ -342,7 +383,8 @@ class TradingAgentsGraph:
|
|||||||
self.graph = self.workflow.compile(checkpointer=saver)
|
self.graph = self.workflow.compile(checkpointer=saver)
|
||||||
|
|
||||||
step = checkpoint_step(
|
step = checkpoint_step(
|
||||||
self.config["data_cache_dir"], company_name, str(trade_date)
|
self.config["data_cache_dir"], company_name, str(trade_date),
|
||||||
|
self._run_signature(asset_type),
|
||||||
)
|
)
|
||||||
if step is not None:
|
if step is not None:
|
||||||
logger.info(
|
logger.info(
|
||||||
@@ -389,9 +431,10 @@ class TradingAgentsGraph:
|
|||||||
)
|
)
|
||||||
args = self.propagator.get_graph_args()
|
args = self.propagator.get_graph_args()
|
||||||
|
|
||||||
# Inject thread_id so same ticker+date resumes, different date starts fresh.
|
# Inject thread_id so same ticker+date+graph-shape resumes; a different
|
||||||
|
# date or graph shape starts fresh (#1089).
|
||||||
if self.config.get("checkpoint_enabled"):
|
if self.config.get("checkpoint_enabled"):
|
||||||
tid = thread_id(company_name, str(trade_date))
|
tid = thread_id(company_name, str(trade_date), self._run_signature(asset_type))
|
||||||
args.setdefault("config", {}).setdefault("configurable", {})["thread_id"] = tid
|
args.setdefault("config", {}).setdefault("configurable", {})["thread_id"] = tid
|
||||||
|
|
||||||
if self.debug:
|
if self.debug:
|
||||||
@@ -432,7 +475,8 @@ class TradingAgentsGraph:
|
|||||||
# Clear checkpoint on successful completion to avoid stale state.
|
# Clear checkpoint on successful completion to avoid stale state.
|
||||||
if self.config.get("checkpoint_enabled"):
|
if self.config.get("checkpoint_enabled"):
|
||||||
clear_checkpoint(
|
clear_checkpoint(
|
||||||
self.config["data_cache_dir"], company_name, str(trade_date)
|
self.config["data_cache_dir"], company_name, str(trade_date),
|
||||||
|
self._run_signature(asset_type),
|
||||||
)
|
)
|
||||||
|
|
||||||
return final_state, self.process_signal(final_state["final_trade_decision"])
|
return final_state, self.process_signal(final_state["final_trade_decision"])
|
||||||
|
|||||||
Reference in New Issue
Block a user